Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 7032 |
| Missing cells | 5163 |
| Missing cells (%) | 2.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.8 MiB |
| Average record size in memory | 272.0 B |
Variable types
| Categorical | 14 |
|---|---|
| Numeric | 8 |
| Boolean | 12 |
Count has constant value "1" | Constant |
Country has constant value "United States" | Constant |
State has constant value "California" | Constant |
CustomerID has a high cardinality: 7032 distinct values | High cardinality |
City has a high cardinality: 1129 distinct values | High cardinality |
Lat Long has a high cardinality: 1652 distinct values | High cardinality |
Zip Code is highly correlated with Latitude and 1 other fields | High correlation |
Latitude is highly correlated with Zip Code and 1 other fields | High correlation |
Longitude is highly correlated with Zip Code and 1 other fields | High correlation |
Tenure Months is highly correlated with Total Charges | High correlation |
Monthly Charges is highly correlated with Total Charges | High correlation |
Total Charges is highly correlated with Tenure Months and 1 other fields | High correlation |
Churn Value is highly correlated with Churn Score and 1 other fields | High correlation |
Churn Score is highly correlated with Churn Value and 1 other fields | High correlation |
Churn is highly correlated with Churn Value and 1 other fields | High correlation |
Zip Code is highly correlated with Latitude and 1 other fields | High correlation |
Latitude is highly correlated with Zip Code and 1 other fields | High correlation |
Longitude is highly correlated with Zip Code and 1 other fields | High correlation |
Tenure Months is highly correlated with Total Charges | High correlation |
Monthly Charges is highly correlated with Total Charges | High correlation |
Total Charges is highly correlated with Tenure Months and 1 other fields | High correlation |
Churn Value is highly correlated with Churn Score and 1 other fields | High correlation |
Churn Score is highly correlated with Churn Value and 1 other fields | High correlation |
Churn is highly correlated with Churn Value and 1 other fields | High correlation |
Zip Code is highly correlated with Latitude | High correlation |
Latitude is highly correlated with Zip Code and 1 other fields | High correlation |
Longitude is highly correlated with Latitude | High correlation |
Tenure Months is highly correlated with Total Charges | High correlation |
Total Charges is highly correlated with Tenure Months | High correlation |
Churn Value is highly correlated with Churn Score and 1 other fields | High correlation |
Churn Score is highly correlated with Churn Value and 1 other fields | High correlation |
Churn is highly correlated with Churn Value and 1 other fields | High correlation |
Device Protection is highly correlated with State and 2 other fields | High correlation |
Streaming Movies is highly correlated with Streaming TV and 3 other fields | High correlation |
Churn Reason is highly correlated with Churn Value and 5 other fields | High correlation |
Contract is highly correlated with State and 2 other fields | High correlation |
Churn Value is highly correlated with Churn Reason and 5 other fields | High correlation |
Churn Label is highly correlated with Churn Reason and 5 other fields | High correlation |
Payment Method is highly correlated with State and 2 other fields | High correlation |
Internet Service is highly correlated with State and 2 other fields | High correlation |
Tech Support is highly correlated with State and 2 other fields | High correlation |
Gender is highly correlated with State and 2 other fields | High correlation |
Dependents is highly correlated with State and 2 other fields | High correlation |
Multiple Lines is highly correlated with State and 3 other fields | High correlation |
Paperless Billing is highly correlated with State and 2 other fields | High correlation |
Streaming TV is highly correlated with Streaming Movies and 3 other fields | High correlation |
Partner is highly correlated with State and 2 other fields | High correlation |
Online Security is highly correlated with State and 2 other fields | High correlation |
State is highly correlated with Device Protection and 21 other fields | High correlation |
Phone Service is highly correlated with Multiple Lines and 3 other fields | High correlation |
Count is highly correlated with Device Protection and 21 other fields | High correlation |
Senior Citizen is highly correlated with State and 2 other fields | High correlation |
Online Backup is highly correlated with State and 2 other fields | High correlation |
Country is highly correlated with Device Protection and 21 other fields | High correlation |
Churn is highly correlated with Churn Reason and 5 other fields | High correlation |
Zip Code is highly correlated with Latitude and 1 other fields | High correlation |
Latitude is highly correlated with Zip Code and 1 other fields | High correlation |
Longitude is highly correlated with Zip Code and 1 other fields | High correlation |
Partner is highly correlated with Dependents | High correlation |
Dependents is highly correlated with Partner | High correlation |
Tenure Months is highly correlated with Contract and 1 other fields | High correlation |
Phone Service is highly correlated with Multiple Lines and 1 other fields | High correlation |
Multiple Lines is highly correlated with Phone Service and 2 other fields | High correlation |
Internet Service is highly correlated with Multiple Lines and 3 other fields | High correlation |
Online Security is highly correlated with Tech Support and 2 other fields | High correlation |
Online Backup is highly correlated with Monthly Charges and 1 other fields | High correlation |
Device Protection is highly correlated with Streaming TV and 3 other fields | High correlation |
Tech Support is highly correlated with Online Security and 2 other fields | High correlation |
Streaming TV is highly correlated with Device Protection and 3 other fields | High correlation |
Streaming Movies is highly correlated with Device Protection and 3 other fields | High correlation |
Contract is highly correlated with Tenure Months and 2 other fields | High correlation |
Monthly Charges is highly correlated with Phone Service and 9 other fields | High correlation |
Total Charges is highly correlated with Tenure Months and 9 other fields | High correlation |
Churn Label is highly correlated with Churn Value and 2 other fields | High correlation |
Churn Value is highly correlated with Churn Label and 2 other fields | High correlation |
Churn Score is highly correlated with Churn Label and 2 other fields | High correlation |
Churn is highly correlated with Churn Label and 2 other fields | High correlation |
Churn Reason has 5163 (73.4%) missing values | Missing |
CustomerID is uniformly distributed | Uniform |
Lat Long is uniformly distributed | Uniform |
CustomerID has unique values | Unique |
Reproduction
| Analysis started | 2023-03-08 03:14:34.549708 |
|---|---|
| Analysis finished | 2023-03-08 03:14:40.179936 |
| Duration | 5.63 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 7032 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 3668-QPYBK | 1 |
|---|---|
| 9169-BSVIN | 1 |
| 0206-OYVOC | 1 |
| 6418-HNFED | 1 |
| 8805-JNRAZ | 1 |
| Other values (7027) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 70320 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 7032 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 3668-QPYBK |
|---|---|
| 2nd row | 9237-HQITU |
| 3rd row | 9305-CDSKC |
| 4th row | 7892-POOKP |
| 5th row | 0280-XJGEX |
Common Values
| Value | Count | Frequency (%) |
| 3668-QPYBK | 1 | < 0.1% |
| 9169-BSVIN | 1 | < 0.1% |
| 0206-OYVOC | 1 | < 0.1% |
| 6418-HNFED | 1 | < 0.1% |
| 8805-JNRAZ | 1 | < 0.1% |
| 8439-LTUGF | 1 | < 0.1% |
| 1767-TGTKO | 1 | < 0.1% |
| 1194-HVAIF | 1 | < 0.1% |
| 1080-BWSYE | 1 | < 0.1% |
| 8387-UGUSU | 1 | < 0.1% |
| Other values (7022) | 7022 |
Length
| Value | Count | Frequency (%) |
| 3668-qpybk | 1 | < 0.1% |
| 8168-uqwwf | 1 | < 0.1% |
| 7892-pookp | 1 | < 0.1% |
| 0280-xjgex | 1 | < 0.1% |
| 4190-mfluw | 1 | < 0.1% |
| 8779-qrdmv | 1 | < 0.1% |
| 1066-jksgk | 1 | < 0.1% |
| 6467-chfzw | 1 | < 0.1% |
| 8665-utdhz | 1 | < 0.1% |
| 8773-hhuoz | 1 | < 0.1% |
| Other values (7022) | 7022 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 7032 | 10.0% |
| 2 | 2894 | 4.1% |
| 9 | 2879 | 4.1% |
| 6 | 2868 | 4.1% |
| 7 | 2828 | 4.0% |
| 0 | 2828 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2805 | 4.0% |
| 3 | 2785 | 4.0% |
| 1 | 2721 | 3.9% |
| Other values (27) | 37868 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 35160 | |
| Decimal Number | 28128 | |
| Dash Punctuation | 7032 | 10.0% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 1438 | 4.1% |
| H | 1396 | 4.0% |
| B | 1393 | 4.0% |
| S | 1384 | 3.9% |
| V | 1377 | 3.9% |
| T | 1372 | 3.9% |
| C | 1367 | 3.9% |
| Z | 1364 | 3.9% |
| K | 1362 | 3.9% |
| F | 1362 | 3.9% |
| Other values (16) | 21345 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2894 | |
| 9 | 2879 | |
| 6 | 2868 | |
| 7 | 2828 | |
| 0 | 2828 | |
| 8 | 2812 | |
| 5 | 2805 | |
| 3 | 2785 | |
| 1 | 2721 | |
| 4 | 2708 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 35160 | |
| Latin | 35160 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 1438 | 4.1% |
| H | 1396 | 4.0% |
| B | 1393 | 4.0% |
| S | 1384 | 3.9% |
| V | 1377 | 3.9% |
| T | 1372 | 3.9% |
| C | 1367 | 3.9% |
| Z | 1364 | 3.9% |
| K | 1362 | 3.9% |
| F | 1362 | 3.9% |
| Other values (16) | 21345 |
Common
| Value | Count | Frequency (%) |
| - | 7032 | |
| 2 | 2894 | |
| 9 | 2879 | |
| 6 | 2868 | |
| 7 | 2828 | |
| 0 | 2828 | |
| 8 | 2812 | 8.0% |
| 5 | 2805 | 8.0% |
| 3 | 2785 | 7.9% |
| 1 | 2721 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70320 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 7032 | 10.0% |
| 2 | 2894 | 4.1% |
| 9 | 2879 | 4.1% |
| 6 | 2868 | 4.1% |
| 7 | 2828 | 4.0% |
| 0 | 2828 | 4.0% |
| 8 | 2812 | 4.0% |
| 5 | 2805 | 4.0% |
| 3 | 2785 | 4.0% |
| 1 | 2721 | 3.9% |
| Other values (27) | 37868 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7032 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7032 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 7032 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7032 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7032 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 7032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7032 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 7032 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7032 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 7032 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| United States |
|---|
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Characters and Unicode
| Total characters | 91416 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | United States |
|---|---|
| 2nd row | United States |
| 3rd row | United States |
| 4th row | United States |
| 5th row | United States |
Common Values
| Value | Count | Frequency (%) |
| United States | 7032 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| united | 7032 | |
| states | 7032 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 21096 | |
| e | 14064 | |
| U | 7032 | 7.7% |
| n | 7032 | 7.7% |
| i | 7032 | 7.7% |
| d | 7032 | 7.7% |
| 7032 | 7.7% | |
| S | 7032 | 7.7% |
| a | 7032 | 7.7% |
| s | 7032 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 70320 | |
| Uppercase Letter | 14064 | 15.4% |
| Space Separator | 7032 | 7.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 21096 | |
| e | 14064 | |
| n | 7032 | 10.0% |
| i | 7032 | 10.0% |
| d | 7032 | 10.0% |
| a | 7032 | 10.0% |
| s | 7032 | 10.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 7032 | |
| S | 7032 |
Space Separator
| Value | Count | Frequency (%) |
| 7032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 84384 | |
| Common | 7032 | 7.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 21096 | |
| e | 14064 | |
| U | 7032 | 8.3% |
| n | 7032 | 8.3% |
| i | 7032 | 8.3% |
| d | 7032 | 8.3% |
| S | 7032 | 8.3% |
| a | 7032 | 8.3% |
| s | 7032 | 8.3% |
Common
| Value | Count | Frequency (%) |
| 7032 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 91416 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 21096 | |
| e | 14064 | |
| U | 7032 | 7.7% |
| n | 7032 | 7.7% |
| i | 7032 | 7.7% |
| d | 7032 | 7.7% |
| 7032 | 7.7% | |
| S | 7032 | 7.7% |
| a | 7032 | 7.7% |
| s | 7032 | 7.7% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| California |
|---|
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 70320 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | California |
|---|---|
| 2nd row | California |
| 3rd row | California |
| 4th row | California |
| 5th row | California |
Common Values
| Value | Count | Frequency (%) |
| California | 7032 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| california | 7032 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 14064 | |
| i | 14064 | |
| C | 7032 | |
| l | 7032 | |
| f | 7032 | |
| o | 7032 | |
| r | 7032 | |
| n | 7032 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 63288 | |
| Uppercase Letter | 7032 | 10.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 14064 | |
| i | 14064 | |
| l | 7032 | |
| f | 7032 | |
| o | 7032 | |
| r | 7032 | |
| n | 7032 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 7032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 70320 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 14064 | |
| i | 14064 | |
| C | 7032 | |
| l | 7032 | |
| f | 7032 | |
| o | 7032 | |
| r | 7032 | |
| n | 7032 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70320 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 14064 | |
| i | 14064 | |
| C | 7032 | |
| l | 7032 | |
| f | 7032 | |
| o | 7032 | |
| r | 7032 | |
| n | 7032 |
| Distinct | 1129 |
|---|---|
| Distinct (%) | 16.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Los Angeles | 304 |
|---|---|
| San Diego | 150 |
| San Jose | 112 |
| Sacramento | 108 |
| San Francisco | 104 |
| Other values (1124) |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 9.22298066 |
| Min length | 3 |
Characters and Unicode
| Total characters | 64856 |
|---|---|
| Distinct characters | 52 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Los Angeles |
|---|---|
| 2nd row | Los Angeles |
| 3rd row | Los Angeles |
| 4th row | Los Angeles |
| 5th row | Los Angeles |
Common Values
| Value | Count | Frequency (%) |
| Los Angeles | 304 | 4.3% |
| San Diego | 150 | 2.1% |
| San Jose | 112 | 1.6% |
| Sacramento | 108 | 1.5% |
| San Francisco | 104 | 1.5% |
| Fresno | 64 | 0.9% |
| Long Beach | 60 | 0.9% |
| Oakland | 52 | 0.7% |
| Stockton | 44 | 0.6% |
| Bakersfield | 40 | 0.6% |
| Other values (1119) | 5994 |
Length
| Value | Count | Frequency (%) |
| san | 582 | 5.6% |
| los | 349 | 3.4% |
| angeles | 304 | 3.0% |
| valley | 183 | 1.8% |
| santa | 182 | 1.8% |
| beach | 172 | 1.7% |
| city | 164 | 1.6% |
| diego | 150 | 1.5% |
| sacramento | 116 | 1.1% |
| jose | 112 | 1.1% |
| Other values (1131) | 7988 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 6946 | 10.7% |
| e | 6137 | 9.5% |
| n | 5102 | 7.9% |
| o | 4936 | 7.6% |
| l | 4003 | 6.2% |
| r | 3644 | 5.6% |
| i | 3366 | 5.2% |
| 3270 | 5.0% | |
| s | 2921 | 4.5% |
| t | 2703 | 4.2% |
| Other values (42) | 21828 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 51284 | |
| Uppercase Letter | 10302 | 15.9% |
| Space Separator | 3270 | 5.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6946 | |
| e | 6137 | |
| n | 5102 | |
| o | 4936 | |
| l | 4003 | |
| r | 3644 | 7.1% |
| i | 3366 | 6.6% |
| s | 2921 | 5.7% |
| t | 2703 | 5.3% |
| d | 1644 | 3.2% |
| Other values (16) | 9882 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1462 | |
| C | 1008 | 9.8% |
| L | 898 | 8.7% |
| B | 749 | 7.3% |
| A | 672 | 6.5% |
| M | 618 | 6.0% |
| P | 613 | 6.0% |
| R | 455 | 4.4% |
| F | 442 | 4.3% |
| V | 419 | 4.1% |
| Other values (15) | 2966 |
Space Separator
| Value | Count | Frequency (%) |
| 3270 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61586 | |
| Common | 3270 | 5.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 6946 | 11.3% |
| e | 6137 | 10.0% |
| n | 5102 | 8.3% |
| o | 4936 | 8.0% |
| l | 4003 | 6.5% |
| r | 3644 | 5.9% |
| i | 3366 | 5.5% |
| s | 2921 | 4.7% |
| t | 2703 | 4.4% |
| d | 1644 | 2.7% |
| Other values (41) | 20184 |
Common
| Value | Count | Frequency (%) |
| 3270 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 64856 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 6946 | 10.7% |
| e | 6137 | 9.5% |
| n | 5102 | 7.9% |
| o | 4936 | 7.6% |
| l | 4003 | 6.2% |
| r | 3644 | 5.6% |
| i | 3366 | 5.2% |
| 3270 | 5.0% | |
| s | 2921 | 4.5% |
| t | 2703 | 4.2% |
| Other values (42) | 21828 |
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93523.03257 |
| Minimum | 90001 |
|---|---|
| Maximum | 96161 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 90001 |
|---|---|
| 5-th percentile | 90232 |
| Q1 | 92102 |
| median | 93552.5 |
| Q3 | 95354 |
| 95-th percentile | 96031.45 |
| Maximum | 96161 |
| Range | 6160 |
| Interquartile range (IQR) | 3252 |
Descriptive statistics
| Standard deviation | 1865.515958 |
|---|---|
| Coefficient of variation (CV) | 0.01994712861 |
| Kurtosis | -1.153822744 |
| Mean | 93523.03257 |
| Median Absolute Deviation (MAD) | 1642 |
| Skewness | -0.2516583316 |
| Sum | 657653965 |
| Variance | 3480149.791 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90003 | 5 | 0.1% |
| 92284 | 5 | 0.1% |
| 91941 | 5 | 0.1% |
| 91916 | 5 | 0.1% |
| 91913 | 5 | 0.1% |
| 91911 | 5 | 0.1% |
| 91786 | 5 | 0.1% |
| 91784 | 5 | 0.1% |
| 91780 | 5 | 0.1% |
| 91765 | 5 | 0.1% |
| Other values (1642) | 6982 |
| Value | Count | Frequency (%) |
| 90001 | 5 | |
| 90002 | 5 | |
| 90003 | 5 | |
| 90004 | 5 | |
| 90005 | 5 | |
| 90006 | 5 | |
| 90007 | 5 | |
| 90008 | 5 | |
| 90010 | 5 | |
| 90011 | 5 |
| Value | Count | Frequency (%) |
| 96161 | 4 | |
| 96150 | 4 | |
| 96148 | 4 | |
| 96146 | 4 | |
| 96145 | 4 | |
| 96143 | 4 | |
| 96142 | 4 | |
| 96141 | 4 | |
| 96140 | 4 | |
| 96137 | 4 |
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 33.964131, -118.272783 | 5 |
|---|---|
| 34.159534, -116.425984 | 5 |
| 32.759327, -116.99726 | 5 |
| 32.912664, -116.635387 | 5 |
| 32.64164, -116.985026 | 5 |
| Other values (1647) |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 21.77673493 |
| Min length | 18 |
Characters and Unicode
| Total characters | 153134 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 33.964131, -118.272783 |
|---|---|
| 2nd row | 34.059281, -118.30742 |
| 3rd row | 34.048013, -118.293953 |
| 4th row | 34.062125, -118.315709 |
| 5th row | 34.039224, -118.266293 |
Common Values
| Value | Count | Frequency (%) |
| 33.964131, -118.272783 | 5 | 0.1% |
| 34.159534, -116.425984 | 5 | 0.1% |
| 32.759327, -116.99726 | 5 | 0.1% |
| 32.912664, -116.635387 | 5 | 0.1% |
| 32.64164, -116.985026 | 5 | 0.1% |
| 32.607964, -117.059459 | 5 | 0.1% |
| 34.105493, -117.660934 | 5 | 0.1% |
| 34.141146, -117.655583 | 5 | 0.1% |
| 34.101608, -118.055848 | 5 | 0.1% |
| 33.992416, -117.807874 | 5 | 0.1% |
| Other values (1642) | 6982 |
Length
| Value | Count | Frequency (%) |
| 121.994813 | 8 | 0.1% |
| 33.964131 | 5 | < 0.1% |
| 33.719221 | 5 | < 0.1% |
| 118.381061 | 5 | < 0.1% |
| 34.128284 | 5 | < 0.1% |
| 118.047732 | 5 | < 0.1% |
| 33.807882 | 5 | < 0.1% |
| 118.347957 | 5 | < 0.1% |
| 34.015217 | 5 | < 0.1% |
| 118.109962 | 5 | < 0.1% |
| Other values (3293) | 14011 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 20367 | |
| 3 | 16415 | |
| . | 14064 | |
| 2 | 13686 | |
| 8 | 10983 | 7.2% |
| 7 | 10764 | 7.0% |
| 4 | 10493 | 6.9% |
| 9 | 9532 | 6.2% |
| 6 | 8936 | 5.8% |
| 5 | 8670 | 5.7% |
| Other values (4) | 29224 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 117974 | |
| Other Punctuation | 21096 | 13.8% |
| Space Separator | 7032 | 4.6% |
| Dash Punctuation | 7032 | 4.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 20367 | |
| 3 | 16415 | |
| 2 | 13686 | |
| 8 | 10983 | |
| 7 | 10764 | |
| 4 | 10493 | |
| 9 | 9532 | |
| 6 | 8936 | |
| 5 | 8670 | |
| 0 | 8128 | 6.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 14064 | |
| , | 7032 |
Space Separator
| Value | Count | Frequency (%) |
| 7032 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 153134 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 20367 | |
| 3 | 16415 | |
| . | 14064 | |
| 2 | 13686 | |
| 8 | 10983 | 7.2% |
| 7 | 10764 | 7.0% |
| 4 | 10493 | 6.9% |
| 9 | 9532 | 6.2% |
| 6 | 8936 | 5.8% |
| 5 | 8670 | 5.7% |
| Other values (4) | 29224 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 153134 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 20367 | |
| 3 | 16415 | |
| . | 14064 | |
| 2 | 13686 | |
| 8 | 10983 | 7.2% |
| 7 | 10764 | 7.0% |
| 4 | 10493 | 6.9% |
| 9 | 9532 | 6.2% |
| 6 | 8936 | 5.8% |
| 5 | 8670 | 5.7% |
| Other values (4) | 29224 |
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.28330693 |
| Minimum | 32.555828 |
|---|---|
| Maximum | 41.962127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 32.555828 |
|---|---|
| 5-th percentile | 32.980678 |
| Q1 | 34.030915 |
| median | 36.391777 |
| Q3 | 38.227285 |
| 95-th percentile | 40.55815235 |
| Maximum | 41.962127 |
| Range | 9.406299 |
| Interquartile range (IQR) | 4.19637 |
Descriptive statistics
| Standard deviation | 2.456118329 |
|---|---|
| Coefficient of variation (CV) | 0.06769279145 |
| Kurtosis | -1.136114505 |
| Mean | 36.28330693 |
| Median Absolute Deviation (MAD) | 2.263106 |
| Skewness | 0.3031705998 |
| Sum | 255144.2143 |
| Variance | 6.032517246 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.964131 | 5 | 0.1% |
| 34.159534 | 5 | 0.1% |
| 32.759327 | 5 | 0.1% |
| 32.912664 | 5 | 0.1% |
| 32.64164 | 5 | 0.1% |
| 32.607964 | 5 | 0.1% |
| 34.105493 | 5 | 0.1% |
| 34.141146 | 5 | 0.1% |
| 34.101608 | 5 | 0.1% |
| 33.992416 | 5 | 0.1% |
| Other values (1642) | 6982 |
| Value | Count | Frequency (%) |
| 32.555828 | 5 | |
| 32.578103 | 5 | |
| 32.579134 | 5 | |
| 32.587557 | 5 | |
| 32.605012 | 5 | |
| 32.607964 | 5 | |
| 32.619465 | 5 | |
| 32.622999 | 5 | |
| 32.636792 | 5 | |
| 32.64164 | 5 |
| Value | Count | Frequency (%) |
| 41.962127 | 4 | |
| 41.950683 | 4 | |
| 41.949216 | 4 | |
| 41.932207 | 4 | |
| 41.924174 | 4 | |
| 41.867908 | 4 | |
| 41.831901 | 4 | |
| 41.816595 | 4 | |
| 41.813521 | 4 | |
| 41.769709 | 4 |
| Distinct | 1651 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -119.7992151 |
| Minimum | -124.301372 |
|---|---|
| Maximum | -114.192901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 7032 |
| Negative (%) | 100.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | -124.301372 |
|---|---|
| 5-th percentile | -122.998726 |
| Q1 | -121.815412 |
| median | -119.73541 |
| Q3 | -118.043237 |
| 95-th percentile | -116.76058 |
| Maximum | -114.192901 |
| Range | 10.108471 |
| Interquartile range (IQR) | 3.772175 |
Descriptive statistics
| Standard deviation | 2.157587776 |
|---|---|
| Coefficient of variation (CV) | -0.01801003266 |
| Kurtosis | -1.13533181 |
| Mean | -119.7992151 |
| Median Absolute Deviation (MAD) | 1.829311 |
| Skewness | -0.03974068342 |
| Sum | -842428.0805 |
| Variance | 4.655185013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -121.994813 | 8 | 0.1% |
| -118.345928 | 5 | 0.1% |
| -116.99726 | 5 | 0.1% |
| -116.635387 | 5 | 0.1% |
| -116.985026 | 5 | 0.1% |
| -117.059459 | 5 | 0.1% |
| -117.660934 | 5 | 0.1% |
| -117.655583 | 5 | 0.1% |
| -118.055848 | 5 | 0.1% |
| -117.807874 | 5 | 0.1% |
| Other values (1641) | 6979 |
| Value | Count | Frequency (%) |
| -124.301372 | 4 | |
| -124.240051 | 4 | |
| -124.217378 | 4 | |
| -124.210902 | 4 | |
| -124.189977 | 4 | |
| -124.163234 | 4 | |
| -124.15428 | 4 | |
| -124.121504 | 4 | |
| -124.108897 | 4 | |
| -124.098739 | 4 |
| Value | Count | Frequency (%) |
| -114.192901 | 5 | |
| -114.36514 | 5 | |
| -114.702256 | 4 | |
| -114.71612 | 5 | |
| -114.717964 | 5 | |
| -114.758334 | 5 | |
| -114.850784 | 5 | |
| -115.152865 | 5 | |
| -115.191857 | 5 | |
| -115.257009 | 5 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.990614334 |
| Min length | 4 |
Characters and Unicode
| Total characters | 35094 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 3549 | |
| Female | 3483 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| male | 3549 | |
| female | 3483 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10515 | |
| a | 7032 | |
| l | 7032 | |
| M | 3549 | 10.1% |
| F | 3483 | 9.9% |
| m | 3483 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 28062 | |
| Uppercase Letter | 7032 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10515 | |
| a | 7032 | |
| l | 7032 | |
| m | 3483 | 12.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3549 | |
| F | 3483 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 35094 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10515 | |
| a | 7032 | |
| l | 7032 | |
| M | 3549 | 10.1% |
| F | 3483 | 9.9% |
| m | 3483 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 35094 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 10515 | |
| a | 7032 | |
| l | 7032 | |
| M | 3549 | 10.1% |
| F | 3483 | 9.9% |
| m | 3483 | 9.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5890 | |
| True | 1142 | 16.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3639 | |
| True | 3393 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5412 | |
| True | 1620 | 23.0% |
| Distinct | 72 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.42178612 |
| Minimum | 1 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 29 |
| Q3 | 55 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 71 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 24.54525971 |
|---|---|
| Coefficient of variation (CV) | 0.7570606881 |
| Kurtosis | -1.38782258 |
| Mean | 32.42178612 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.2377308319 |
| Sum | 227990 |
| Variance | 602.4697742 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 613 | 8.7% |
| 72 | 362 | 5.1% |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 71 | 170 | 2.4% |
| 5 | 133 | 1.9% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 9 | 119 | 1.7% |
| Other values (62) | 4767 |
| Value | Count | Frequency (%) |
| 1 | 613 | |
| 2 | 238 | 3.4% |
| 3 | 200 | 2.8% |
| 4 | 176 | 2.5% |
| 5 | 133 | 1.9% |
| 6 | 110 | 1.6% |
| 7 | 131 | 1.9% |
| 8 | 123 | 1.7% |
| 9 | 119 | 1.7% |
| 10 | 116 | 1.6% |
| Value | Count | Frequency (%) |
| 72 | 362 | |
| 71 | 170 | |
| 70 | 119 | 1.7% |
| 69 | 95 | 1.4% |
| 68 | 100 | 1.4% |
| 67 | 98 | 1.4% |
| 66 | 89 | 1.3% |
| 65 | 76 | 1.1% |
| 64 | 80 | 1.1% |
| 63 | 72 | 1.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 6352 | |
| False | 680 | 9.7% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No phone service |
Length
| Max length | 16 |
|---|---|
| Median length | 3 |
| Mean length | 3.775739477 |
| Min length | 2 |
Characters and Unicode
| Total characters | 26551 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
Common Values
| Value | Count | Frequency (%) |
| No | 3385 | |
| Yes | 2967 | |
| No phone service | 680 | 9.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| no | 4065 | |
| yes | 2967 | |
| phone | 680 | 8.1% |
| service | 680 | 8.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5007 | |
| o | 4745 | |
| N | 4065 | |
| s | 3647 | |
| Y | 2967 | |
| 1360 | 5.1% | |
| p | 680 | 2.6% |
| h | 680 | 2.6% |
| n | 680 | 2.6% |
| r | 680 | 2.6% |
| Other values (3) | 2040 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18159 | |
| Uppercase Letter | 7032 | 26.5% |
| Space Separator | 1360 | 5.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5007 | |
| o | 4745 | |
| s | 3647 | |
| p | 680 | 3.7% |
| h | 680 | 3.7% |
| n | 680 | 3.7% |
| r | 680 | 3.7% |
| v | 680 | 3.7% |
| i | 680 | 3.7% |
| c | 680 | 3.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4065 | |
| Y | 2967 |
Space Separator
| Value | Count | Frequency (%) |
| 1360 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25191 | |
| Common | 1360 | 5.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5007 | |
| o | 4745 | |
| N | 4065 | |
| s | 3647 | |
| Y | 2967 | |
| p | 680 | 2.7% |
| h | 680 | 2.7% |
| n | 680 | 2.7% |
| r | 680 | 2.7% |
| v | 680 | 2.7% |
| Other values (2) | 1360 | 5.4% |
Common
| Value | Count | Frequency (%) |
| 1360 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26551 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5007 | |
| o | 4745 | |
| N | 4065 | |
| s | 3647 | |
| Y | 2967 | |
| 1360 | 5.1% | |
| p | 680 | 2.6% |
| h | 680 | 2.6% |
| n | 680 | 2.6% |
| r | 680 | 2.6% |
| Other values (3) | 2040 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Fiber optic | |
|---|---|
| DSL | |
| No |
Length
| Max length | 11 |
|---|---|
| Median length | 3 |
| Mean length | 6.306029579 |
| Min length | 2 |
Characters and Unicode
| Total characters | 44344 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DSL |
|---|---|
| 2nd row | Fiber optic |
| 3rd row | Fiber optic |
| 4th row | Fiber optic |
| 5th row | Fiber optic |
Common Values
| Value | Count | Frequency (%) |
| Fiber optic | 3096 | |
| DSL | 2416 | |
| No | 1520 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| fiber | 3096 | |
| optic | 3096 | |
| dsl | 2416 | |
| no | 1520 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4616 | |
| F | 3096 | 7.0% |
| b | 3096 | 7.0% |
| e | 3096 | 7.0% |
| r | 3096 | 7.0% |
| 3096 | 7.0% | |
| p | 3096 | 7.0% |
| t | 3096 | 7.0% |
| c | 3096 | 7.0% |
| Other values (4) | 8768 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29384 | |
| Uppercase Letter | 11864 | |
| Space Separator | 3096 | 7.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4616 | |
| b | 3096 | |
| e | 3096 | |
| r | 3096 | |
| p | 3096 | |
| t | 3096 | |
| c | 3096 |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 3096 | |
| D | 2416 | |
| S | 2416 | |
| L | 2416 | |
| N | 1520 |
Space Separator
| Value | Count | Frequency (%) |
| 3096 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 41248 | |
| Common | 3096 | 7.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4616 | |
| F | 3096 | |
| b | 3096 | |
| e | 3096 | |
| r | 3096 | |
| p | 3096 | |
| t | 3096 | |
| c | 3096 | |
| D | 2416 | 5.9% |
| Other values (3) | 6352 |
Common
| Value | Count | Frequency (%) |
| 3096 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44344 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 6192 | |
| o | 4616 | |
| F | 3096 | 7.0% |
| b | 3096 | 7.0% |
| e | 3096 | 7.0% |
| r | 3096 | 7.0% |
| 3096 | 7.0% | |
| p | 3096 | 7.0% |
| t | 3096 | 7.0% |
| c | 3096 | 7.0% |
| Other values (4) | 8768 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5017 | |
| True | 2015 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4607 | |
| True | 2425 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4614 | |
| True | 2418 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4992 | |
| True | 2040 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4329 | |
| True | 2703 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4301 | |
| True | 2731 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Month-to-month | |
|---|---|
| Two year | |
| One year |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.30631399 |
| Min length | 8 |
Characters and Unicode
| Total characters | 79506 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Month-to-month |
|---|---|
| 2nd row | Month-to-month |
| 3rd row | Month-to-month |
| 4th row | Month-to-month |
| 5th row | Month-to-month |
Common Values
| Value | Count | Frequency (%) |
| Month-to-month | 3875 | |
| Two year | 1685 | |
| One year | 1472 | 20.9% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| month-to-month | 3875 | |
| year | 3157 | |
| two | 1685 | |
| one | 1472 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 13310 | |
| t | 11625 | |
| n | 9222 | |
| h | 7750 | |
| - | 7750 | |
| e | 4629 | 5.8% |
| M | 3875 | 4.9% |
| m | 3875 | 4.9% |
| 3157 | 4.0% | |
| y | 3157 | 4.0% |
| Other values (5) | 11156 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 61567 | |
| Dash Punctuation | 7750 | 9.7% |
| Uppercase Letter | 7032 | 8.8% |
| Space Separator | 3157 | 4.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 13310 | |
| t | 11625 | |
| n | 9222 | |
| h | 7750 | |
| e | 4629 | 7.5% |
| m | 3875 | 6.3% |
| y | 3157 | 5.1% |
| a | 3157 | 5.1% |
| r | 3157 | 5.1% |
| w | 1685 | 2.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3875 | |
| T | 1685 | |
| O | 1472 | 20.9% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7750 |
Space Separator
| Value | Count | Frequency (%) |
| 3157 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 68599 | |
| Common | 10907 | 13.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 13310 | |
| t | 11625 | |
| n | 9222 | |
| h | 7750 | |
| e | 4629 | 6.7% |
| M | 3875 | 5.6% |
| m | 3875 | 5.6% |
| y | 3157 | 4.6% |
| a | 3157 | 4.6% |
| r | 3157 | 4.6% |
| Other values (3) | 4842 | 7.1% |
Common
| Value | Count | Frequency (%) |
| - | 7750 | |
| 3157 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 79506 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 13310 | |
| t | 11625 | |
| n | 9222 | |
| h | 7750 | |
| - | 7750 | |
| e | 4629 | 5.8% |
| M | 3875 | 4.9% |
| m | 3875 | 4.9% |
| 3157 | 4.0% | |
| y | 3157 | 4.0% |
| Other values (5) | 11156 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4168 | |
| False | 2864 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Electronic check | |
|---|---|
| Mailed check | |
| Bank transfer (automatic) | |
| Credit card (automatic) |
Length
| Max length | 25 |
|---|---|
| Median length | 23 |
| Mean length | 18.57522753 |
| Min length | 12 |
Characters and Unicode
| Total characters | 130621 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mailed check |
|---|---|
| 2nd row | Electronic check |
| 3rd row | Electronic check |
| 4th row | Electronic check |
| 5th row | Bank transfer (automatic) |
Common Values
| Value | Count | Frequency (%) |
| Electronic check | 2365 | |
| Mailed check | 1604 | |
| Bank transfer (automatic) | 1542 | |
| Credit card (automatic) | 1521 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| check | 3969 | |
| automatic | 3063 | |
| electronic | 2365 | |
| mailed | 1604 | |
| bank | 1542 | 9.0% |
| transfer | 1542 | 9.0% |
| credit | 1521 | 8.9% |
| card | 1521 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 17252 | |
| a | 12335 | 9.4% |
| t | 11554 | 8.8% |
| e | 11001 | 8.4% |
| 10095 | 7.7% | |
| i | 8553 | 6.5% |
| r | 8491 | 6.5% |
| k | 5511 | 4.2% |
| n | 5449 | 4.2% |
| o | 5428 | 4.2% |
| Other values (13) | 34952 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 107368 | |
| Space Separator | 10095 | 7.7% |
| Uppercase Letter | 7032 | 5.4% |
| Open Punctuation | 3063 | 2.3% |
| Close Punctuation | 3063 | 2.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 17252 | |
| a | 12335 | |
| t | 11554 | |
| e | 11001 | |
| i | 8553 | |
| r | 8491 | |
| k | 5511 | 5.1% |
| n | 5449 | 5.1% |
| o | 5428 | 5.1% |
| d | 4646 | 4.3% |
| Other values (6) | 17148 |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 2365 | |
| M | 1604 | |
| B | 1542 | |
| C | 1521 |
Space Separator
| Value | Count | Frequency (%) |
| 10095 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 3063 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 3063 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 114400 | |
| Common | 16221 | 12.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 17252 | |
| a | 12335 | |
| t | 11554 | |
| e | 11001 | |
| i | 8553 | 7.5% |
| r | 8491 | 7.4% |
| k | 5511 | 4.8% |
| n | 5449 | 4.8% |
| o | 5428 | 4.7% |
| d | 4646 | 4.1% |
| Other values (10) | 24180 |
Common
| Value | Count | Frequency (%) |
| 10095 | ||
| ( | 3063 | 18.9% |
| ) | 3063 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 130621 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 17252 | |
| a | 12335 | 9.4% |
| t | 11554 | 8.8% |
| e | 11001 | 8.4% |
| 10095 | 7.7% | |
| i | 8553 | 6.5% |
| r | 8491 | 6.5% |
| k | 5511 | 4.2% |
| n | 5449 | 4.2% |
| o | 5428 | 4.2% |
| Other values (13) | 34952 |
| Distinct | 1584 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.79820819 |
| Minimum | 18.25 |
|---|---|
| Maximum | 118.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 18.25 |
|---|---|
| 5-th percentile | 19.65 |
| Q1 | 35.5875 |
| median | 70.35 |
| Q3 | 89.8625 |
| 95-th percentile | 107.4225 |
| Maximum | 118.75 |
| Range | 100.5 |
| Interquartile range (IQR) | 54.275 |
Descriptive statistics
| Standard deviation | 30.08597388 |
|---|---|
| Coefficient of variation (CV) | 0.464302559 |
| Kurtosis | -1.256156424 |
| Mean | 64.79820819 |
| Median Absolute Deviation (MAD) | 24.05 |
| Skewness | -0.2221029277 |
| Sum | 455661 |
| Variance | 905.1658246 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.05 | 61 | 0.9% |
| 19.9 | 44 | 0.6% |
| 19.95 | 44 | 0.6% |
| 19.85 | 44 | 0.6% |
| 19.65 | 43 | 0.6% |
| 20 | 42 | 0.6% |
| 19.7 | 42 | 0.6% |
| 20.15 | 40 | 0.6% |
| 19.55 | 40 | 0.6% |
| 19.75 | 39 | 0.6% |
| Other values (1574) | 6593 |
| Value | Count | Frequency (%) |
| 18.25 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.55 | 1 | < 0.1% |
| 18.7 | 2 | < 0.1% |
| 18.75 | 1 | < 0.1% |
| 18.8 | 7 | |
| 18.85 | 5 | |
| 18.9 | 2 | < 0.1% |
| 18.95 | 6 | |
| 19 | 7 |
| Value | Count | Frequency (%) |
| 118.75 | 1 | |
| 118.65 | 1 | |
| 118.6 | 2 | |
| 118.35 | 1 | |
| 118.2 | 1 | |
| 117.8 | 1 | |
| 117.6 | 1 | |
| 117.5 | 1 | |
| 117.45 | 1 | |
| 117.35 | 1 |
| Distinct | 6530 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2283.300441 |
| Minimum | 18.8 |
|---|---|
| Maximum | 8684.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 18.8 |
|---|---|
| 5-th percentile | 49.605 |
| Q1 | 401.45 |
| median | 1397.475 |
| Q3 | 3794.7375 |
| 95-th percentile | 6923.59 |
| Maximum | 8684.8 |
| Range | 8666 |
| Interquartile range (IQR) | 3393.2875 |
Descriptive statistics
| Standard deviation | 2266.771362 |
|---|---|
| Coefficient of variation (CV) | 0.992760883 |
| Kurtosis | -0.2317987609 |
| Mean | 2283.300441 |
| Median Absolute Deviation (MAD) | 1222.8 |
| Skewness | 0.9616424997 |
| Sum | 16056168.7 |
| Variance | 5138252.407 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.2 | 11 | 0.2% |
| 19.75 | 9 | 0.1% |
| 20.05 | 8 | 0.1% |
| 19.65 | 8 | 0.1% |
| 19.9 | 8 | 0.1% |
| 19.55 | 7 | 0.1% |
| 45.3 | 7 | 0.1% |
| 20.15 | 6 | 0.1% |
| 19.45 | 6 | 0.1% |
| 20.25 | 6 | 0.1% |
| Other values (6520) | 6956 |
| Value | Count | Frequency (%) |
| 18.8 | 1 | < 0.1% |
| 18.85 | 2 | |
| 18.9 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 19.05 | 1 | < 0.1% |
| 19.1 | 3 | |
| 19.15 | 1 | < 0.1% |
| 19.2 | 4 | |
| 19.25 | 3 | |
| 19.3 | 4 |
| Value | Count | Frequency (%) |
| 8684.8 | 1 | |
| 8672.45 | 1 | |
| 8670.1 | 1 | |
| 8594.4 | 1 | |
| 8564.75 | 1 | |
| 8547.15 | 1 | |
| 8543.25 | 1 | |
| 8529.5 | 1 | |
| 8496.7 | 1 | |
| 8477.7 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5163 | |
| True | 1869 | 26.6% |
Churn Value
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7032 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5163 | |
| 1 | 1869 | 26.6% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 5163 | |
| 1 | 1869 | 26.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5163 | |
| 1 | 1869 | 26.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 7032 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5163 | |
| 1 | 1869 | 26.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7032 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5163 | |
| 1 | 1869 | 26.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7032 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5163 | |
| 1 | 1869 | 26.6% |
| Distinct | 85 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.71530148 |
| Minimum | 5 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 40 |
| median | 61 |
| Q3 | 75 |
| 95-th percentile | 94 |
| Maximum | 100 |
| Range | 95 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.53132105 |
|---|---|
| Coefficient of variation (CV) | 0.3667071531 |
| Kurtosis | -1.005965193 |
| Mean | 58.71530148 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.09107471235 |
| Sum | 412886 |
| Variance | 463.597786 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 151 | 2.1% |
| 71 | 148 | 2.1% |
| 77 | 145 | 2.1% |
| 67 | 143 | 2.0% |
| 76 | 141 | 2.0% |
| 68 | 140 | 2.0% |
| 70 | 140 | 2.0% |
| 69 | 139 | 2.0% |
| 78 | 138 | 2.0% |
| 72 | 137 | 1.9% |
| Other values (75) | 5610 |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 3 | < 0.1% |
| 20 | 83 | |
| 21 | 84 | |
| 22 | 82 | |
| 23 | 78 | |
| 24 | 86 | |
| 25 | 85 |
| Value | Count | Frequency (%) |
| 100 | 50 | |
| 99 | 54 | |
| 98 | 50 | |
| 97 | 64 | |
| 96 | 52 | |
| 95 | 43 | |
| 94 | 46 | |
| 93 | 47 | |
| 92 | 48 | |
| 91 | 45 |
CLTV
Real number (ℝ≥0)
| Distinct | 3435 |
|---|---|
| Distinct (%) | 48.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4401.445108 |
| Minimum | 2003 |
|---|---|
| Maximum | 6500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 2003 |
|---|---|
| 5-th percentile | 2296.55 |
| Q1 | 3469.75 |
| median | 4527.5 |
| Q3 | 5381 |
| 95-th percentile | 6087 |
| Maximum | 6500 |
| Range | 4497 |
| Interquartile range (IQR) | 1911.25 |
Descriptive statistics
| Standard deviation | 1182.414266 |
|---|---|
| Coefficient of variation (CV) | 0.2686422838 |
| Kurtosis | -0.9333466291 |
| Mean | 4401.445108 |
| Median Absolute Deviation (MAD) | 922.5 |
| Skewness | -0.3113273648 |
| Sum | 30950962 |
| Variance | 1398103.496 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5546 | 8 | 0.1% |
| 4741 | 7 | 0.1% |
| 4369 | 7 | 0.1% |
| 5527 | 7 | 0.1% |
| 4115 | 7 | 0.1% |
| 5092 | 7 | 0.1% |
| 4745 | 7 | 0.1% |
| 5915 | 7 | 0.1% |
| 5461 | 7 | 0.1% |
| 5137 | 7 | 0.1% |
| Other values (3425) | 6961 |
| Value | Count | Frequency (%) |
| 2003 | 3 | |
| 2004 | 3 | |
| 2006 | 1 | < 0.1% |
| 2007 | 4 | |
| 2008 | 1 | < 0.1% |
| 2009 | 2 | |
| 2010 | 3 | |
| 2011 | 2 | |
| 2013 | 2 | |
| 2014 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6500 | 1 | < 0.1% |
| 6499 | 2 | |
| 6495 | 1 | < 0.1% |
| 6494 | 2 | |
| 6492 | 3 | |
| 6491 | 1 | < 0.1% |
| 6490 | 1 | < 0.1% |
| 6489 | 1 | < 0.1% |
| 6488 | 1 | < 0.1% |
| 6487 | 2 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 5163 |
| Missing (%) | 73.4% |
| Memory size | 55.1 KiB |
| Attitude of support person | |
|---|---|
| Competitor offered higher download speeds | |
| Competitor offered more data | |
| Don't know | |
| Competitor made better offer | |
| Other values (15) |
Length
| Max length | 41 |
|---|---|
| Median length | 31 |
| Mean length | 25.19422151 |
| Min length | 5 |
Characters and Unicode
| Total characters | 47088 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Competitor made better offer |
|---|---|
| 2nd row | Moved |
| 3rd row | Moved |
| 4th row | Moved |
| 5th row | Competitor had better devices |
Common Values
| Value | Count | Frequency (%) |
| Attitude of support person | 192 | 2.7% |
| Competitor offered higher download speeds | 189 | 2.7% |
| Competitor offered more data | 162 | 2.3% |
| Don't know | 154 | 2.2% |
| Competitor made better offer | 140 | 2.0% |
| Attitude of service provider | 135 | 1.9% |
| Competitor had better devices | 130 | 1.8% |
| Network reliability | 103 | 1.5% |
| Product dissatisfaction | 102 | 1.5% |
| Price too high | 98 | 1.4% |
| Other values (10) | 464 | 6.6% |
| (Missing) | 5163 |
Length
| Value | Count | Frequency (%) |
| competitor | 621 | 9.5% |
| of | 542 | 8.3% |
| offered | 351 | 5.3% |
| attitude | 327 | 5.0% |
| better | 270 | 4.1% |
| support | 231 | 3.5% |
| service | 224 | 3.4% |
| data | 219 | 3.3% |
| person | 192 | 2.9% |
| dissatisfaction | 191 | 2.9% |
| Other values (37) | 3396 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | 10.1% |
| 4695 | 10.0% | |
| t | 4427 | 9.4% |
| r | 3512 | 7.5% |
| i | 3114 | 6.6% |
| d | 2659 | 5.6% |
| s | 2225 | 4.7% |
| a | 1942 | 4.1% |
| f | 1891 | 4.0% |
| Other values (27) | 12214 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 40150 | |
| Space Separator | 4695 | 10.0% |
| Uppercase Letter | 1957 | 4.2% |
| Other Punctuation | 198 | 0.4% |
| Dash Punctuation | 88 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | |
| t | 4427 | |
| r | 3512 | |
| i | 3114 | 7.8% |
| d | 2659 | 6.6% |
| s | 2225 | 5.5% |
| a | 1942 | 4.8% |
| f | 1891 | 4.7% |
| p | 1746 | 4.3% |
| Other values (13) | 8225 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 621 | |
| A | 327 | |
| P | 239 | 12.2% |
| L | 220 | 11.2% |
| D | 160 | 8.2% |
| N | 103 | 5.3% |
| S | 89 | 4.5% |
| W | 88 | 4.5% |
| E | 57 | 2.9% |
| M | 53 | 2.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 154 | |
| / | 44 | 22.2% |
Space Separator
| Value | Count | Frequency (%) |
| 4695 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 88 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 42107 | |
| Common | 4981 | 10.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | |
| t | 4427 | |
| r | 3512 | 8.3% |
| i | 3114 | 7.4% |
| d | 2659 | 6.3% |
| s | 2225 | 5.3% |
| a | 1942 | 4.6% |
| f | 1891 | 4.5% |
| p | 1746 | 4.1% |
| Other values (23) | 10182 |
Common
| Value | Count | Frequency (%) |
| 4695 | ||
| ' | 154 | 3.1% |
| - | 88 | 1.8% |
| / | 44 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 47088 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5658 | |
| o | 4751 | 10.1% |
| 4695 | 10.0% | |
| t | 4427 | 9.4% |
| r | 3512 | 7.5% |
| i | 3114 | 6.6% |
| d | 2659 | 5.6% |
| s | 2225 | 4.7% |
| a | 1942 | 4.1% |
| f | 1891 | 4.0% |
| Other values (27) | 12214 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 21096 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 5163 | |
| 1.0 | 1869 | 26.6% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0.0 | 5163 | |
| 1.0 | 1869 | 26.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12195 | |
| . | 7032 | |
| 1 | 1869 | 8.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 14064 | |
| Other Punctuation | 7032 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12195 | |
| 1 | 1869 | 13.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 7032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 21096 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12195 | |
| . | 7032 | |
| 1 | 1869 | 8.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21096 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12195 | |
| . | 7032 | |
| 1 | 1869 | 8.9% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| CustomerID | Count | Country | State | City | Zip Code | Lat Long | Latitude | Longitude | Gender | Senior Citizen | Partner | Dependents | Tenure Months | Phone Service | Multiple Lines | Internet Service | Online Security | Online Backup | Device Protection | Tech Support | Streaming TV | Streaming Movies | Contract | Paperless Billing | Payment Method | Monthly Charges | Total Charges | Churn Label | Churn Value | Churn Score | CLTV | Churn Reason | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3668-QPYBK | 1 | United States | California | Los Angeles | 90003 | 33.964131, -118.272783 | 33.964131 | -118.272783 | Male | No | No | No | 2 | Yes | No | DSL | Yes | Yes | No | No | No | No | Month-to-month | Yes | Mailed check | 53.85 | 108.15 | Yes | 1 | 86 | 3239 | Competitor made better offer | 1.0 |
| 1 | 9237-HQITU | 1 | United States | California | Los Angeles | 90005 | 34.059281, -118.30742 | 34.059281 | -118.307420 | Female | No | No | Yes | 2 | Yes | No | Fiber optic | No | No | No | No | No | No | Month-to-month | Yes | Electronic check | 70.70 | 151.65 | Yes | 1 | 67 | 2701 | Moved | 1.0 |
| 2 | 9305-CDSKC | 1 | United States | California | Los Angeles | 90006 | 34.048013, -118.293953 | 34.048013 | -118.293953 | Female | No | No | Yes | 8 | Yes | Yes | Fiber optic | No | No | Yes | No | Yes | Yes | Month-to-month | Yes | Electronic check | 99.65 | 820.50 | Yes | 1 | 86 | 5372 | Moved | 1.0 |
| 3 | 7892-POOKP | 1 | United States | California | Los Angeles | 90010 | 34.062125, -118.315709 | 34.062125 | -118.315709 | Female | No | Yes | Yes | 28 | Yes | Yes | Fiber optic | No | No | Yes | Yes | Yes | Yes | Month-to-month | Yes | Electronic check | 104.80 | 3046.05 | Yes | 1 | 84 | 5003 | Moved | 1.0 |
| 4 | 0280-XJGEX | 1 | United States | California | Los Angeles | 90015 | 34.039224, -118.266293 | 34.039224 | -118.266293 | Male | No | No | Yes | 49 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | Month-to-month | Yes | Bank transfer (automatic) | 103.70 | 5036.30 | Yes | 1 | 89 | 5340 | Competitor had better devices | 1.0 |
| 5 | 4190-MFLUW | 1 | United States | California | Los Angeles | 90020 | 34.066367, -118.309868 | 34.066367 | -118.309868 | Female | No | Yes | No | 10 | Yes | No | DSL | No | No | Yes | Yes | No | No | Month-to-month | No | Credit card (automatic) | 55.20 | 528.35 | Yes | 1 | 78 | 5925 | Competitor offered higher download speeds | 1.0 |
| 6 | 8779-QRDMV | 1 | United States | California | Los Angeles | 90022 | 34.02381, -118.156582 | 34.023810 | -118.156582 | Male | Yes | No | No | 1 | No | No phone service | DSL | No | No | Yes | No | No | Yes | Month-to-month | Yes | Electronic check | 39.65 | 39.65 | Yes | 1 | 100 | 5433 | Competitor offered more data | 1.0 |
| 7 | 1066-JKSGK | 1 | United States | California | Los Angeles | 90024 | 34.066303, -118.435479 | 34.066303 | -118.435479 | Male | No | No | No | 1 | Yes | No | No | No | No | No | No | No | No | Month-to-month | No | Mailed check | 20.15 | 20.15 | Yes | 1 | 92 | 4832 | Competitor made better offer | 1.0 |
| 8 | 6467-CHFZW | 1 | United States | California | Los Angeles | 90028 | 34.099869, -118.326843 | 34.099869 | -118.326843 | Male | No | Yes | Yes | 47 | Yes | Yes | Fiber optic | No | Yes | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 99.35 | 4749.15 | Yes | 1 | 77 | 5789 | Competitor had better devices | 1.0 |
| 9 | 8665-UTDHZ | 1 | United States | California | Los Angeles | 90029 | 34.089953, -118.294824 | 34.089953 | -118.294824 | Male | No | Yes | No | 1 | No | No phone service | DSL | No | Yes | No | No | No | No | Month-to-month | No | Electronic check | 30.20 | 30.20 | Yes | 1 | 97 | 2915 | Competitor had better devices | 1.0 |
Last rows
| CustomerID | Count | Country | State | City | Zip Code | Lat Long | Latitude | Longitude | Gender | Senior Citizen | Partner | Dependents | Tenure Months | Phone Service | Multiple Lines | Internet Service | Online Security | Online Backup | Device Protection | Tech Support | Streaming TV | Streaming Movies | Contract | Paperless Billing | Payment Method | Monthly Charges | Total Charges | Churn Label | Churn Value | Churn Score | CLTV | Churn Reason | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7022 | 0871-OPBXW | 1 | United States | California | Twentynine Palms | 92277 | 34.17211, -115.769773 | 34.172110 | -115.769773 | Female | No | No | No | 2 | Yes | No | No | No | No | No | No | No | No | Month-to-month | Yes | Mailed check | 20.05 | 39.25 | No | 0 | 80 | 5191 | NaN | 0.0 |
| 7023 | 3605-JISKB | 1 | United States | California | Twentynine Palms | 92278 | 34.457829, -116.139589 | 34.457829 | -116.139589 | Male | Yes | Yes | No | 55 | Yes | Yes | DSL | Yes | Yes | No | No | No | No | One year | No | Credit card (automatic) | 60.00 | 3316.10 | No | 0 | 71 | 4212 | NaN | 0.0 |
| 7024 | 9767-FFLEM | 1 | United States | California | Westmorland | 92281 | 33.03679, -115.60503 | 33.036790 | -115.605030 | Male | No | No | No | 38 | Yes | No | Fiber optic | No | No | No | No | No | No | Month-to-month | Yes | Credit card (automatic) | 69.50 | 2625.25 | No | 0 | 35 | 4591 | NaN | 0.0 |
| 7025 | 8456-QDAVC | 1 | United States | California | Winterhaven | 92283 | 32.852947, -114.850784 | 32.852947 | -114.850784 | Male | No | No | No | 19 | Yes | No | Fiber optic | No | No | No | No | Yes | No | Month-to-month | Yes | Bank transfer (automatic) | 78.70 | 1495.10 | No | 0 | 20 | 2464 | NaN | 0.0 |
| 7026 | 7750-EYXWZ | 1 | United States | California | Yucca Valley | 92284 | 34.159534, -116.425984 | 34.159534 | -116.425984 | Female | No | No | No | 12 | No | No phone service | DSL | No | Yes | Yes | Yes | Yes | Yes | One year | No | Electronic check | 60.65 | 743.30 | No | 0 | 24 | 3740 | NaN | 0.0 |
| 7027 | 2569-WGERO | 1 | United States | California | Landers | 92285 | 34.341737, -116.539416 | 34.341737 | -116.539416 | Female | No | No | No | 72 | Yes | No | No | No | No | No | No | No | No | Two year | Yes | Bank transfer (automatic) | 21.15 | 1419.40 | No | 0 | 45 | 5306 | NaN | 0.0 |
| 7028 | 6840-RESVB | 1 | United States | California | Adelanto | 92301 | 34.667815, -117.536183 | 34.667815 | -117.536183 | Male | No | Yes | Yes | 24 | Yes | Yes | DSL | Yes | No | Yes | Yes | Yes | Yes | One year | Yes | Mailed check | 84.80 | 1990.50 | No | 0 | 59 | 2140 | NaN | 0.0 |
| 7029 | 2234-XADUH | 1 | United States | California | Amboy | 92304 | 34.559882, -115.637164 | 34.559882 | -115.637164 | Female | No | Yes | Yes | 72 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | One year | Yes | Credit card (automatic) | 103.20 | 7362.90 | No | 0 | 71 | 5560 | NaN | 0.0 |
| 7030 | 4801-JZAZL | 1 | United States | California | Angelus Oaks | 92305 | 34.1678, -116.86433 | 34.167800 | -116.864330 | Female | No | Yes | Yes | 11 | No | No phone service | DSL | Yes | No | No | No | No | No | Month-to-month | Yes | Electronic check | 29.60 | 346.45 | No | 0 | 59 | 2793 | NaN | 0.0 |
| 7031 | 3186-AJIEK | 1 | United States | California | Apple Valley | 92308 | 34.424926, -117.184503 | 34.424926 | -117.184503 | Male | No | No | No | 66 | Yes | No | Fiber optic | Yes | No | Yes | Yes | Yes | Yes | Two year | Yes | Bank transfer (automatic) | 105.65 | 6844.50 | No | 0 | 38 | 5097 | NaN | 0.0 |